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Machine learning-based prediction of surface roughness in heat-treated and sanded Siberian pine wood 基于机器学习的热处理和砂磨西伯利亚松木表面粗糙度预测
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-16 DOI: 10.1007/s00107-025-02374-1
Mehmet Güneş

Surface roughness of heat-treated and sanded wood is a crucial quality indicator in the furniture and woodworking industries. Predicting surface roughness in advance can reduce costs, improve production efficiency, and ensure better compatibility with subsequent material and coating applications, thereby improving overall quality and consistency while supporting more sustainable production. In this study, Siberian pine wood was heat-treated at different temperatures and subsequently sanded on a belt sander using various grit sizes. Taguchi design and Response Surface Methodology (RSM) were first employed to identify and quantify the significance of process parameters affecting surface roughness. Based on these results, several machine learning-based models, including Decision Tree (DT), Gaussian Process Regression (GPR), Multilayer Perceptron (MLP), Random Forest (RF), and Support Vector Machine (SVM), together with RSM, were developed to predict the roughness values of heat-treated and sanded wood. Heat treatment temperature, sandpaper grit size, and grain direction were considered as input variables for the prediction of Ra and Rz surface roughness parameters. Taguchi and RSM analyses revealed that all three factors have a statistically significant effect on surface roughness. Among the tested models, GPR achieved the highest prediction accuracy and was identified as the most suitable approach for modelling the roughness performance of sanded, heat-treated wood surfaces.

热处理和砂磨木材的表面粗糙度是家具和木工行业的重要质量指标。提前预测表面粗糙度可以降低成本,提高生产效率,并确保与后续材料和涂层应用的更好兼容性,从而提高整体质量和一致性,同时支持更可持续的生产。在这项研究中,西伯利亚松木在不同的温度下进行热处理,随后在带式砂光机上使用不同粒度的砂砾进行打磨。田口设计和响应面法(RSM)首次用于识别和量化影响表面粗糙度的工艺参数的重要性。基于这些结果,开发了几种基于机器学习的模型,包括决策树(DT)、高斯过程回归(GPR)、多层感知器(MLP)、随机森林(RF)和支持向量机(SVM),以及RSM,以预测热处理和砂磨木材的粗糙度值。将热处理温度、砂纸粒度和晶粒方向作为预测Ra和Rz表面粗糙度参数的输入变量。田口和RSM分析显示,这三个因素对表面粗糙度有统计学上显著的影响。在测试的模型中,探地雷达达到了最高的预测精度,并被认为是最适合模拟砂化,热处理木材表面粗糙度性能的方法。
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引用次数: 0
Wood stabilisation using methyl methacrylate polymerisation in the context of musical instrument making 在乐器制造中使用甲基丙烯酸甲酯聚合的木材稳定
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-16 DOI: 10.1007/s00107-025-02375-0
Romain Viala, Jérémy Cabaret, Nicolas Michaud

This paper investigates the potential of wood stabilisation techniques in improving the mechanical and acoustical properties of temperate wood species to make them suitable for musical instrument making. Many instruments or parts are usually made with tropical woods, specifically woodwind instruments and fingerboards of chordophones. For these applications, the wood must be stable, with low porosity and good machinability. The increasingly strict regulations on international trade of vulnerable species reduce the availability of such species. Therefore, a wood stabilisation process using methyl methacrylate impregnation is proposed, focusing on these specific domain criteria. This aims to achieve properties approaching those of African blackwood (Dalbergia melanoxylon) used for clarinet and oboes, and African ebony (Diospyros crassiflora) used for chordophones fingerboards. Ten different temperate wood species and six specimens (tubes) per species were tested with this process. The Shore-D hardness, hygroscopic behaviour of wood through roundness, moisture exclusion efficiency and anti-swelling efficiency, the acoustic loss factor of the cavity and the density of samples were compared before and after stabilisation. The results suggest that hornbeam (Carpinus betulus), maple (Acer spp.) and beech (Fagus sylvatica) can be used as stabilised materials, for several applications, with improved properties. Generally, the density and hardness are significantly improved and acoustic loss factors and swelling are reduced, to reach values suitable for instrument making, whilst not reaching absolute values of tropical reference woods.

本文研究了木材稳定技术在改善温带木材的机械和声学性能方面的潜力,使其适合乐器制造。许多乐器或部件通常是用热带木材制成的,特别是木管乐器和弦乐器的指板。对于这些应用,木材必须稳定,具有低孔隙率和良好的可加工性。对脆弱物种的国际贸易日益严格的规定减少了这些物种的可用性。因此,提出了一种使用甲基丙烯酸甲酯浸渍的木材稳定工艺,重点关注这些特定的领域标准。其目的是达到接近用于制作单簧管和双簧管的非洲黑木(Dalbergia melanoxylon)和用于制作弦乐器指板的非洲乌木(Diospyros crassiflora)的特性。用该方法对10种不同温带树种和每种树种6个试样(管)进行了试验。比较了稳定前后木材的Shore-D硬度、圆度吸湿性能、排湿效率和抗膨胀效率、空腔的声损失系数和样品密度。结果表明,角木(Carpinus betulus),枫(Acer spp.)和山毛榉(Fagus sylvatica)可以作为稳定材料,用于几种应用,具有改进的性能。一般来说,密度和硬度显著提高,声损失系数和膨胀降低,达到适合乐器制作的值,而不达到热带参考木材的绝对值。
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引用次数: 0
Research on the creep property of the recombinant bamboo based on the theory of variable-order fractional derivative and the stress level effect 基于变阶分数阶导数理论和应力水平效应的重组竹蠕变特性研究
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-10 DOI: 10.1007/s00107-025-02369-y
Sun Songsong, Gong Xiaolin, Fu Jiahong

For the natural fiber-reinforced composite materials, such as the recombinant bamboo obvious creep behavior is usually observed. In this paper, the compressive creep property of the material was chosen as the research subject. First the standard compressive fracture experiment was carried out to provide the basic stress level parameters for the compressive creep test. Then the creep experiment under four different stress levels was conducted to record the strain evolution process. Finally the creep property was analyzed based on different selected models and the stress level effect. The results showed that the stress level affects the creep property obviously. The creep strain growth speed under higher stress levels is much quicker than that under lower stress levels. In addition, compared with the traditional Burgers model, the combination of the variable-order fractional derivative defined Maxwell model and the stress level defined model parameters can provide excellent performance in fitting the strain evolution process during the whole experiment period, which makes it worth popularizing and utilizing in actual engineering.

对于天然纤维增强复合材料,如重组竹,通常观察到明显的蠕变行为。本文选择材料的压缩蠕变特性作为研究对象。首先进行标准压缩断裂试验,为压缩蠕变试验提供基本应力水平参数;然后进行了4种不同应力水平下的蠕变试验,记录了应变的演化过程。最后分析了不同模型下的蠕变特性及应力水平效应。结果表明,应力水平对蠕变性能有明显影响。高应力水平下蠕变应变的生长速度要比低应力水平下快得多。此外,与传统的Burgers模型相比,将变阶分数阶导数定义的Maxwell模型与应力水平定义的模型参数相结合,可以很好地拟合整个试验期间的应变演化过程,值得在实际工程中推广利用。
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引用次数: 0
Optimization of surface roughness in drilling wood plastic composite (WPC) using hybrid Taguchi-response surface methodology and metaheuristic algorithms 基于混合田口响应面法和元启发式算法的钻孔木塑复合材料表面粗糙度优化
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-08 DOI: 10.1007/s00107-025-02372-3
Sundarapandiyan Murugesan, Palanikumar Kayaroganam, Senthilkumar Natarajan, Latha Balasubramanian

Recently, utilization of Wood Plastic Composite (WPC) panels has grown in both indoor and outdoor settings. Drilling these panels are essential for installation, assembly, and securing components productivity. This study focuses on developing predictive modeling and optimization for drilling WPC composite panels by considering the machining parameters, mean roughness depth (Rz), and average surface roughness (Ra). An experimental design based on an L27 orthogonal array is employed, along with regression and Artificial Neuro-Fuzzy Inference System (ANFIS) approaches to enhance prediction accuracy for Ra and Rz. Also, the key input parameters have included diameter of drill bit (d), feed rate (f), and spindle speed (N). The results have indicated that Ra and Rz are mainly influenced by f and d, which increase the roughness owing to enhanced cutting forces and poor chip evacuation. Conversely, higher N and lower f reduce the Ra and Rz. Optimized parameters identified through desirability-based methods are N = 3000 rpm, f = 75 mm/min, and d = 6 mm. Results showed that ANFIS prediction models outperform response surface methodology (RSM) models with higher R2 values of 0.9525 and 0.9581 for Ra and Rz with root mean squared error value of 0.87 and 2.52 (Ra and Rz) that are lower than RSM models. This study introduces the ANFIS model approach integrated with particle swarm optimization (PSO) and hippopotamus optimization algorithm (HOA), to enhance the performance of the drilling of WPC. This enables more accurate and reliable optimization of Ra and Rz compared to previous single or non-hybrid algorithm approaches.

最近,木塑复合材料(WPC)板的使用在室内和室外环境中都有所增长。钻这些面板对于安装、组装和确保组件的生产率至关重要。本研究主要通过考虑加工参数、平均粗糙度深度(Rz)和平均表面粗糙度(Ra),对木塑复合板的钻孔进行预测建模和优化。采用基于L27正交阵列的实验设计,结合回归和人工神经模糊推理系统(ANFIS)方法来提高Ra和Rz的预测精度。此外,关键输入参数包括钻头直径(d),进给速度(f)和主轴转速(N)。结果表明,Ra和Rz主要受f和d的影响,f和d使切削力增强,切屑排出差,粗糙度增大。相反,较高的N和较低的f会降低Ra和Rz。通过可取性方法确定的优化参数为N = 3000 rpm, f = 75 mm/min, d = 6 mm。结果表明,ANFIS预测模型的Ra和Rz的R2分别为0.9525和0.9581,均方根误差分别为0.87和2.52,优于响应面法(RSM)模型。为了提高WPC钻井的性能,提出了结合粒子群优化(PSO)和河马优化算法(HOA)的ANFIS模型方法。与以前的单一或非混合算法方法相比,这使得Ra和Rz的优化更加准确和可靠。
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引用次数: 0
Properties of MDF panels prepared using UF-resin loaded with ZnO nanoparticles ZnO纳米粒子负载uv树脂制备MDF板的性能研究
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-08 DOI: 10.1007/s00107-025-02370-5
Ritam Basu, Ismita Nautiyal, Diksha Bisht

This study explores the optimal loading and processing parameters for incorporating nano-zinc oxide (nano-ZnO) into urea–formaldehyde (UF) resin to fabricate enhanced medium density fibreboards (MDFs). Enhanced MDF panels would in turn address challenges such as moisture sensitivity, biological durability, and formaldehyde content. Nano-ZnO was added at three loadings (1%, 2%, and 3%) and sonicated for 5, 10, and 15 min to optimize dispersion quality and evaluate the structure–property relationship. MDFs prepared with these formulations were tested for physical, mechanical, mycological properties, and formaldehyde content. Nano-ZnO loaded UF resin dispersions were characterised using SEM and XRD and showed well-dispersed formulations. Incorporation of nano-ZnO improved dimensional stability and strength, reduced fungal spread, and lowered the formaldehyde emission by up to 73%. These improvements are attributed to enhanced resin cross-linking and uniform nanoparticle dispersion, which reduced hydrophilicity and increased bonding efficiency. The 1% nano-ZnO formulation showed the highest mechanical improvement, while 3% provided the best antifungal performance. The study demonstrates that controlled sonication and optimal nano-ZnO loading can significantly enhance the performance and sustainability of MDF panels.

研究了将纳米氧化锌(nano-ZnO)掺入脲醛(UF)树脂中制备增强型中密度纤维板(MDFs)的最佳负载和工艺参数。增强型中密度纤维板将反过来解决诸如湿度敏感性、生物耐久性和甲醛含量等挑战。在1%、2%和3%的负载下添加纳米氧化锌,并对其进行5、10和15 min的超声处理,以优化分散质量并评价结构-性能关系。用这些配方制备的mdf进行了物理、机械、真菌学性能和甲醛含量的测试。采用SEM和XRD对负载氧化锌的UF树脂分散体进行了表征,得到了分散良好的配方。纳米氧化锌的掺入提高了材料的尺寸稳定性和强度,减少了真菌的传播,甲醛释放量降低了73%。这些改进是由于树脂交联增强和纳米颗粒均匀分散,降低了亲水性,提高了键合效率。1%纳米氧化锌的力学性能改善最大,3%纳米氧化锌的抗真菌性能最好。研究表明,控制超声和优化纳米zno负载可以显著提高MDF板的性能和可持续性。
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引用次数: 0
Investigation of bonding interface structure-property relationships in particleboard using fluorescence microscopy and digital image correlation 利用荧光显微镜和数字图像相关技术研究刨花板的键合界面结构-性能关系
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-08 DOI: 10.1007/s00107-025-02353-6
Keying Long, Weiye Lu, Xi Pan, Xinzhou Wang, Zijing Guo, Limin Peng, Junfeng Wang

In this study, Eucalyptus urophylla × grandis particles were used as the raw materials and poly-4,4′-diphenylmethane diisocyanate (pMDI) served as the adhesive. A two-way experimental design was employed to systematically investigate the combined effects of particle moisture content (PMC, 3%, 6%, 9%, and 12%) and resin content (RC, 3%, 6%, and 9%) on the physical and mechanical properties of particleboard. Fluorescence microscopy and digital image correlation (DIC) were integrated to elucidate the structure-property relationships between bonding interface characteristics and board-level mechanical behavior. The results showed that a balanced combination of PMC and RC markedly improved the bonding quality and overall performance of particleboard. Optimal performance was achieved at 9% PMC and 3% RC, where all mechanical and dimensional stability indicators met the GB/T 4897 − 2015 P2 type standard. Fluorescence microscopy revealed that moderate increase in PMC and RC enhanced adhesive dispersion and promoted the formation of a continuous three-dimensional bonding network at the particle interface. DIC analysis further indicated that optimized bonding conditions led to more homogeneous strain distribution and reduced localized shear concentration during bending. These findings provide fundamental insights into the interfacial mechanisms governing pMDI-bonded particleboard performance and offer valuable guidance for the design and production of high-performance, moisture-adaptive particleboard.

本研究以尾巨桉颗粒为原料,聚4,4′-二苯基甲烷二异氰酸酯(pMDI)为胶粘剂。采用双向实验设计,系统研究了颗粒含水量(PMC, 3%、6%、9%和12%)和树脂含量(RC, 3%、6%和9%)对刨花板物理力学性能的综合影响。结合荧光显微镜和数字图像相关(DIC)技术,阐明了键合界面特征与板级力学行为之间的结构-性能关系。结果表明,PMC和RC的平衡组合明显改善了刨花板的粘接质量和整体性能。在9%的PMC和3%的RC条件下性能最佳,所有机械稳定性和尺寸稳定性指标均达到GB/T 4897−2015 P2型标准。荧光显微镜观察发现,PMC和RC的适度增加增强了胶粘剂的分散,促进了颗粒界面处连续三维键合网络的形成。DIC分析进一步表明,优化的粘结条件使弯曲过程中应变分布更加均匀,局部剪切浓度降低。这些发现为pmdi结合刨花板性能的界面机制提供了基本的见解,并为高性能、湿适应性刨花板的设计和生产提供了有价值的指导。
{"title":"Investigation of bonding interface structure-property relationships in particleboard using fluorescence microscopy and digital image correlation","authors":"Keying Long,&nbsp;Weiye Lu,&nbsp;Xi Pan,&nbsp;Xinzhou Wang,&nbsp;Zijing Guo,&nbsp;Limin Peng,&nbsp;Junfeng Wang","doi":"10.1007/s00107-025-02353-6","DOIUrl":"10.1007/s00107-025-02353-6","url":null,"abstract":"<div><p>In this study, <i>Eucalyptus urophylla × grandis</i> particles were used as the raw materials and poly-4,4′-diphenylmethane diisocyanate (pMDI) served as the adhesive. A two-way experimental design was employed to systematically investigate the combined effects of particle moisture content (PMC, 3%, 6%, 9%, and 12%) and resin content (RC, 3%, 6%, and 9%) on the physical and mechanical properties of particleboard. Fluorescence microscopy and digital image correlation (DIC) were integrated to elucidate the structure-property relationships between bonding interface characteristics and board-level mechanical behavior. The results showed that a balanced combination of PMC and RC markedly improved the bonding quality and overall performance of particleboard. Optimal performance was achieved at 9% PMC and 3% RC, where all mechanical and dimensional stability indicators met the GB/T 4897 − 2015 P2 type standard. Fluorescence microscopy revealed that moderate increase in PMC and RC enhanced adhesive dispersion and promoted the formation of a continuous three-dimensional bonding network at the particle interface. DIC analysis further indicated that optimized bonding conditions led to more homogeneous strain distribution and reduced localized shear concentration during bending. These findings provide fundamental insights into the interfacial mechanisms governing pMDI-bonded particleboard performance and offer valuable guidance for the design and production of high-performance, moisture-adaptive particleboard.</p></div>","PeriodicalId":550,"journal":{"name":"European Journal of Wood and Wood Products","volume":"84 1","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-01-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145930630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Numerical study on structural-scale wood scrimber beams: modelling, calibration, and size effect 结构尺度木连接梁的数值研究:建模、校正和尺寸效应
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-08 DOI: 10.1007/s00107-025-02363-4
Siyu Xiang, Haibing Chen, Yongjun He, Chengliang Zhou, Xingong Li, Meng Gong

Wood scrimber is an innovative wood product that offers a viable solution to the shortage of large-sized wood required for structural applications. This study provides comprehensive methodologies for the numerical modelling of structural-scale beams made of scrimber. Initially, a constitutive law based on continuum damage mechanics was developed for this product, integrated into ABAQUS/Explicit as a user-defined subroutine (VUMAT). It was found that the explicit subroutine could accurately capture failure modes, avoid convergence problems, and eliminate the need for specifying mesh-size dependent fracture energy. Subsequently, a calibration approach was proposed for the non-standard specimens to transform material parameters from experimental data to simulation data, addressing the errors between macroscopic specimens and microscopic elements caused by buckling and uneven stress distribution. Furthermore, to model the bending behaviour of a structural-scale scrimber beam, a strategy was proposed to account for the size effect. The results demonstrate that the size effect resulted in a 12.5% reduction in load capacity. The numerical result accounting for the size effect significantly improved agreement with the test data, reducing the maximum error in the ultimate load from 9.8% to 2.5%.

木工是一种创新的木材产品,为结构应用所需的大尺寸木材的短缺提供了可行的解决方案。本文的研究为结构尺度梁的数值模拟提供了全面的方法。最初,针对该产品开发了基于连续损伤力学的本构律,并作为用户自定义子程序(VUMAT)集成到ABAQUS/Explicit中。结果表明,该显式子程序可以准确地捕获失效模式,避免了收敛问题,并且无需指定与网格尺寸相关的断裂能。随后,提出了一种非标准试件的标定方法,将材料参数从实验数据转换为模拟数据,解决了由于屈曲和应力分布不均匀导致的宏观试件与微观元件之间的误差。此外,为了模拟结构尺度的斜缝梁的弯曲行为,提出了一种考虑尺寸效应的策略。结果表明,尺寸效应导致承载能力降低12.5%。考虑尺寸效应的数值计算结果显著提高了与试验数据的一致性,将极限荷载的最大误差从9.8%降低到2.5%。
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引用次数: 0
Proximate analysis, regression between higher heating value, ultimate and chemical analysis of Cuban wood 古巴木材的近似分析,高热值之间的回归,最终和化学分析
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2026-01-05 DOI: 10.1007/s00107-025-02368-z
Yanan Camaraza-Medina

The higher heating value (HHV) and the immediate, final as well as chemical analyses ofdebarked wood for thirty-eight species from the central-western region of Cuba were studied. A new model to compute the HHV based on the elemental composition for all species and for each of the thirty-eight species was proposed. The proposed model for HHV calculation was compared with other available correlations, finding a better fit for the proposal, with a mean deviation of (:pm:2%) and (:pm:4%) in 83.8% and 95.4% of the available experimental data. The best individual fit was obtained for Spondias mombin, L. with a mean error of (:pm:2%) and (:pm:4%) in 89.6% and 98.3% of the available data, respectively, while the weaker fit was computed for Cordia gerascanthoides, H. B. K. with a mean deviation of (:pm:2%) and (:pm:4%) in 80.7% and 90.2% of the available data, respectively. The results show that the model presented in this work is satisfactory, with statistical tests confirming an (:{:text{R}}^{2}>0.9). In all cases, the agreement of the proposed method is good enough to be considered satisfactory for practical design. Given the lack of equal precedents in the literature, this work is considered a contribution to the field of knowledge for the Caribbean region.

研究了古巴中西部地区38种去皮木材的高热值(HHV)和直接、最终以及化学分析。提出了一种基于所有物种和38个物种的元素组成计算HHV的新模型。将提出的计算HHV的模型与其他可用的相关性进行比较,发现更适合该模型,在83.8中平均偏差为(:pm:2%)和(:pm:4%)% and 95.4% of the available experimental data. The best individual fit was obtained for Spondias mombin, L. with a mean error of (:pm:2%) and (:pm:4%) in 89.6% and 98.3% of the available data, respectively, while the weaker fit was computed for Cordia gerascanthoides, H. B. K. with a mean deviation of (:pm:2%) and (:pm:4%) in 80.7% and 90.2% of the available data, respectively. The results show that the model presented in this work is satisfactory, with statistical tests confirming an (:{:text{R}}^{2}>0.9). In all cases, the agreement of the proposed method is good enough to be considered satisfactory for practical design. Given the lack of equal precedents in the literature, this work is considered a contribution to the field of knowledge for the Caribbean region.
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引用次数: 0
Properties of hybrid strand board composed of virgin and recycled wood strands 由原木丝和再生木丝组成的混合刨花板的性能
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2025-12-29 DOI: 10.1007/s00107-025-02367-0
Tomáš Pipíška, Alice Marchiori, Pavlo Bekhta, Barbora Mayer, Richard Slávik, Tomáš Kolář, David Děcký, Marek Nociar, Michal Šulák, Pavel Král, Jozef Ráheľ

This study was to evaluate the feasibility of producing long strands of conventional sizes from post-consumer wood and to assess the impact on the properties of strand boards containing a fraction of such recycled strands. Randomly oriented strand boards were made using varying proportions of recycled wood (0%, 10%, 30%, 50% and 100%) mixed with virgin wood strands. To determine the influence of recycled wood on board properties, we analysed the fractional composition of strands, their wettability, sorption kinetics and cellulose crystallinity for both virgin and recycled wood, and tested various physical and mechanical properties of the resulting strand boards. We then compared the performance of these boards with the requirements of the European standard EN 300 and data from other studies. Boards containing recycled wood exhibited slightly lower but not statistically significant average values for modulus of rupture (MOR) and modulus of elasticity (MOE) compared with the control made from virgin wood. However, the results for internal bond (IB) strength indicated strong adhesion of the recycled strands, attributed to their favourable wetting behaviour. A key benefit of incorporating recycled wood was a significant improvement in the dimensional stability of the boards. In particular, boards made entirely of recycled strands demonstrated a 49.6% reduction in thickness swelling after 24 h of water immersion compared to those made exclusively from virgin wood. The findings indicate that substituting virgin strands with recycled counterparts enables the production of OSB/3 panels using shorter, narrower and thicker strands than standard virgin wood strands.

这项研究是为了评估从消费后的木材中生产常规尺寸的长股的可行性,并评估对含有一小部分这种回收股的刨花板性能的影响。随机定向刨花板由不同比例的再生木材(0%、10%、30%、50%和100%)与原始木丝混合制成。为了确定再生木材对板材性能的影响,我们分析了原始木材和再生木材的股股组成、润湿性、吸附动力学和纤维素结晶度,并测试了所得股股板的各种物理和机械性能。然后,我们将这些板的性能与欧洲标准EN 300的要求和其他研究的数据进行了比较。含有再生木材的板材的断裂模量(MOR)和弹性模量(MOE)的平均值略低,但与由原始木材制成的对照相比,没有统计学意义。然而,内部键合(IB)强度的结果表明,由于其良好的润湿行为,再生股具有很强的附着力。采用再生木材的一个关键好处是显著提高了板材的尺寸稳定性。特别是,与完全由原始木材制成的板材相比,完全由回收线制成的板材在24小时的水浸后厚度膨胀减少了49.6%。研究结果表明,用回收的对应材料取代原始木链,可以使用比标准原始木链更短、更窄和更厚的木链生产OSB/3板。
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引用次数: 0
Optimization of material and extrusion parameters for wood flour–epoxy composites with potential additive-manufacturing applications in construction 具有潜在增材制造应用前景的木粉-环氧复合材料的材料和挤出参数优化
IF 2.5 3区 农林科学 Q1 FORESTRY Pub Date : 2025-12-29 DOI: 10.1007/s00107-025-02362-5
Laura Vanessa Alvarez Marin, Zahra Naghizadeh, Tawsif Raman, Maria Soledad Peresin

The sustainable utilization of wood waste is critical for reducing environmental impact and promoting more resource-efficient construction materials. This study investigates the effects of wood flour particle size, wood content, and extrusion parameters—specifically extrusion rate—on the fabrication of wood flour–epoxy composites designed for extrusion-based 3D printing. Through a factorial experimental design, the effects of these parameters on mechanical, physical, and fire-resistant properties were systematically evaluated. Characterization included flexural and compressive strength tests, water absorption, dimensional stability, and fire resistance assessments. Statistical analyses revealed that the epoxy-to-wood ratio is the most influential factor, with a 55:45 ratio yielding optimal results enhanced mechanical strength, improved dimensional stability, and superior fire resistance, while minimizing surface defects. These findings highlight the importance of precise extrusion parameter optimization to produce high-performance composites that incorporate renewable wood resources. The results provide valuable insights for developing partially bio-based materials capable of reducing reliance on petroleum-derived polymers, supporting improved sustainability and performance in construction applications.

木材废料的可持续利用对于减少环境影响和推广更节约资源的建筑材料至关重要。本研究考察了木粉粒度、木材含量和挤出参数(特别是挤出率)对用于挤压3D打印的木粉环氧复合材料制造的影响。通过析因试验设计,系统地评估了这些参数对机械、物理和耐火性能的影响。表征包括弯曲和抗压强度测试、吸水率、尺寸稳定性和耐火性评估。统计分析表明,环氧树脂与木材的比例是影响最大的因素,55:45的比例可以获得最佳效果,增强机械强度,提高尺寸稳定性,并具有优异的耐火性,同时最大限度地减少表面缺陷。这些发现强调了精确的挤压参数优化对于生产包含可再生木材资源的高性能复合材料的重要性。研究结果为开发部分生物基材料提供了有价值的见解,这些材料能够减少对石油衍生聚合物的依赖,支持提高建筑应用的可持续性和性能。
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引用次数: 0
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European Journal of Wood and Wood Products
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